{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个作业里，需要手写一个跟tensorflow里面的conv2d类似的卷积函数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了保证更好的服务质量，请留下作业完成者的基本信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:29.188462Z",
     "start_time": "2018-05-30T09:48:28.155066Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/david/.local/lib/python3.6/site-packages/tensorflow/python/framework/ops.py:939: DeprecationWarning: builtin type EagerTensor has no __module__ attribute\n",
      "  EagerTensor = c_api.TFE_Py_InitEagerTensor(_EagerTensorBase)\n",
      "/home/david/.local/lib/python3.6/site-packages/tensorflow/python/util/tf_inspect.py:55: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    }
   ],
   "source": [
    "# 声明一些用到的库\n",
    "import base64\n",
    "from io import BytesIO\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "%matplotlib inline\n",
    "assert tf.__version__ >= '1.4.0', 'Please upgrade your tensorflow installation to v1.4.* or later!'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "读入图片，因为没想到怎么把文件跟ipynb放到一起，所以这里只能将图片base64化为一个字符串直接放到这里。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:31.310610Z",
     "start_time": "2018-05-30T09:48:30.801007Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(350, 500, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_b = b'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'\n",
    "inf = BytesIO(base64.b64decode(img_b))\n",
    "img = Image.open(inf)\n",
    "img = np.asarray(img, dtype=np.uint8)\n",
    "plt.imshow(img)\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看一下图像的均值，这里图像像素值在0-255之间，神经网络里面，数据的值需要做一下归一化处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:33.841063Z",
     "start_time": "2018-05-30T09:48:33.793587Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "171.61454476190477\n",
      "0.6729982147525674\n"
     ]
    }
   ],
   "source": [
    "print(img.mean())\n",
    "img = img/255\n",
    "print(img.mean())\n",
    "img = np.expand_dims(img, axis=0) # 将图像处理成为一个batch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实现一下卷积函数，这里filter为输入的卷积核的权重，其shape为**height x width x in_channels x out_channels**，也就是说，这里卷积核的个数是通过最后的**out_channels**反映出来的。stride我们定义一个标量，同时用于宽高。padding仿照tf，只取same和valid两个值，函数内部需要自动计算需要的padding。为了与tf的接口保持一致，数据输入也是四维的，第一维是batchsize，这里只有一张图片，所以是1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:25.813788Z",
     "start_time": "2018-05-30T09:49:25.765422Z"
    }
   },
   "outputs": [],
   "source": [
    "def conv2d(input, filter, stride, padding):\n",
    "    # batch x height x width x channels\n",
    "    in_s = input.shape\n",
    "    # height x width x in_channels x out_channels\n",
    "    f_s = filter.shape\n",
    "\n",
    "    assert len(in_s) == 4, 'input size rank 4 required!'\n",
    "    assert len(f_s) == 4, 'filter size rank 4 required!'\n",
    "    assert f_s[2] == in_s[3], 'intput channels not match filter channels.'\n",
    "    assert f_s[0] >= stride and f_s[1] >= stride, 'filter should not be less than stride!'\n",
    "    assert padding in [\n",
    "        'SAME', 'VALID'], 'padding value[{0}] not allowded!!'.format(padding)\n",
    "\n",
    "    if padding != 'VALID':\n",
    "        # 提示： 关于SAME和VALID的区别，请参考：https://www.tensorflow.org/api_docs/python/tf/nn/convolution\n",
    "        ##################\n",
    "        # Your code here #\n",
    "        ##################\n",
    "        input = temp\n",
    "        in_s = input.shape\n",
    "\n",
    "    out_shape = (np.array(in_s[1: 3]) -\n",
    "                 np.array(f_s[:2]))//stride + 1\n",
    "    out_shape = np.concatenate([in_s[:1], out_shape, f_s[-1:]])\n",
    "    output = np.zeros(out_shape)\n",
    "    ##################\n",
    "    # Your code here #\n",
    "    ##################\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "怎么验证上面的卷积函数是正确的呢？用tensorflow里面已经实现好的卷积函数进行同样的计算，结果相同即可认为上面的实现是正确的。需要注意的是，因为浮点型有精度的问题，所以比较的时候需要检查参差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:27.229074Z",
     "start_time": "2018-05-30T09:49:27.141426Z"
    }
   },
   "outputs": [],
   "source": [
    "# 先定义个计算图用于运行tf\n",
    "input_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='input')\n",
    "filter_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='filter')\n",
    "\n",
    "output_tensor1 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='SAME', strides=[1, 2, 2, 1])\n",
    "\n",
    "output_tensor2 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='VALID', strides=[1, 3, 3, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:38.333357Z",
     "start_time": "2018-05-30T09:49:38.280895Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name 'temp' is not defined\n",
      "Your final score:[0]\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    final_score = 0  # 这个是最终得分\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 2, 'SAME')\n",
    "\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor1,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 1 passed...')\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 3, 'VALID')\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor2,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 2 passed...')\n",
    "except Exception as ex:\n",
    "    print(ex)\n",
    "\n",
    "print('Your final score:[{}]'.format(final_score))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，用我们自己做的卷积函数，执行几步卷积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:50:03.641983Z",
     "start_time": "2018-05-30T09:50:03.547648Z"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'temp' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-8-6cbfcfb4bd51>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mpadding1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'SAME'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mstride1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0moutput1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconv2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilter1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstride1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpadding1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# output 1 x 175 x 250 x 8\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-4-160b4d131bb2>\u001b[0m in \u001b[0;36mconv2d\u001b[0;34m(input, filter, stride, padding)\u001b[0m\n\u001b[1;32m     17\u001b[0m         \u001b[0;31m# Your code here #\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m         \u001b[0;31m##################\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m         \u001b[0minput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtemp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m         \u001b[0min_s\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'temp' is not defined"
     ]
    }
   ],
   "source": [
    "# input  1 x 350 x 500 x 3\n",
    "filter1 = np.random.uniform(size=[3, 3, 3, 8])\n",
    "padding1 = 'SAME'\n",
    "stride1 = 2\n",
    "output1 = conv2d(img, filter1, stride1, padding1)\n",
    "print(output1.shape)\n",
    "# output 1 x 175 x 250 x 8\n",
    "\n",
    "# input 1 x 175 x 250 x 8\n",
    "filter2 = np.random.uniform(size=[5, 5, 8, 16])\n",
    "padding2 = 'SAME'\n",
    "stride2 = 2\n",
    "output2 = conv2d(output1, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 88 x 125 x 16\n",
    "\n",
    "# input 1 x 88 x 125 x 16\n",
    "filter2 = np.random.uniform(size=[3, 3, 16, 24])\n",
    "padding2 = 'VALID'\n",
    "stride2 = 3\n",
    "output2 = conv2d(output2, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 29 x 41 x 24\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考一下，上面的shape数据是如何得出来的呢？"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
